ML System Design - 25年资料收集Part3

Part 0: General Coding (Leetcode Coding / Practical Coding) https://www.1point3acres.com/bbs/forum.php?mod=viewthread&tid=1150200

Part 1: ML八股 https://www.1point3acres.com/bbs/forum.php?mod=viewthread&tid=1140774

Part 2: ML Coding https://www.1point3acres.com/bbs/forum.php?mod=viewthread&tid=1149304

Part 3: ML System Design （可能还会有一些更新，可以在合集找，如果更新多的话，再出新的帖子）（帖主前一阵子生病很久，所以一直没有更新，大家要注意身体！身体是本钱！）

合集：https://occipital-alfalfa-20e.notion.site/MLE-Interview-Prep-2879301bf517804bb515fe9731275166

• Courses / Interview Processes
• • https://www.metacareers.com/blog/how-to-video-applying-machine-learning-to-your-product/
  • https://bytebytego.com/intro/machine-learning-system-design-interview?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExYUtMTkowdVVuWnFJaWZPQQEejUmMH4j7fiqNME_fGLN62a8VXf-iJX0TiwujbD2-sHDtiXVq4TDlkUjQHFA_aem_S4uEEsXQWDtTs8ElQ6gwuw (Alex Xu, 4 Free Cases for ML system Design)
  • https://bytebytego.com/courses/genai-system-design-interview/gmail-smart-compose(1 Free Case for Gen-AI System Design)
  • https://github.com/alirezadir/Machine-Learning-Interviews/tree/main/src/MLSD
  • https://huyenchip.com/machine-learning-systems-design/toc.html
  • https://www.tryexponent.com/blog/machine-learning-system-design-interview-guide
  • https://www.systemdesignhandbook.com/guides/meta-ml-system-design-interview/
  • https://igotanoffer.com/en/advice/machine-learning-system-design-interview
• ML Mock:
• • https://www.youtube.com/watch?v=9U48NlbOzCU&list=PL_IsjWT5MEGciimIvqqD5Jz_QIUtcNbox&index=2
• Blogs Sharing Their Experiences:
• • ML/LLM System Design Preparation
  • https://www.trybackprop.com/blog/ml_system_design_interview
  • https://andlukyane.com/blog/my-interview-preparation-as-mle
• Case Study / Tech Blogs
• • 300+ Case Study in 2017-2023
  • • https://github.com/Engineer1999/A-Curated-List-of-ML-System-Design-Case-Studies?tab=readme-ov-file
  • 400+ Case Study in 2021-2025
  • • https://www.educatum.com/engineering-blogs-in-ai-ml-system-design
  • 650 Case Study in 2017-2025
  • • https://www.evidentlyai.com/ml-system-design
  • LLM & GenAI Case Study ~March 2025
  • • https://github.com/themanojdesai/genai-llm-ml-case-studies?tab=readme-ov-file

补充内容 (2026-02-24 07:12 +08:00):
这个google的课也蛮系统的：https://www.skills.google/paths/17/course_templates/17

先收藏再看。谢谢分享

https://www.skills.google/paths/17/course_templates/17